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   "execution_count": 1,
   "id": "bd9905c3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-15T12:40:03.777289Z",
     "start_time": "2021-07-15T12:40:03.310331Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a86df459",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-15T12:40:07.215236Z",
     "start_time": "2021-07-15T12:40:07.206234Z"
    }
   },
   "outputs": [],
   "source": [
    "alexnet =pd.read_csv(\"./run-alexnet_Train_val_loss_train_loss-tag-alexnet_Train_val_loss.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6031c033",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-15T12:40:08.850934Z",
     "start_time": "2021-07-15T12:40:08.843029Z"
    }
   },
   "outputs": [],
   "source": [
    "efficientnet =pd.read_csv(\"./run-efficientnet-b0_Train_val_loss_train_loss-tag-efficientnet-b0_Train_val_loss.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3f4b9033",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-15T12:40:11.248077Z",
     "start_time": "2021-07-15T12:40:11.240124Z"
    }
   },
   "outputs": [],
   "source": [
    "moblienetv2 =pd.read_csv(\"./run-moblienetv2_Train_val_loss_train_loss-tag-moblienetv2_Train_val_loss.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "af8bf957",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-15T12:41:14.835394Z",
     "start_time": "2021-07-15T12:41:14.826954Z"
    }
   },
   "outputs": [],
   "source": [
    "squeezenet1_1 =pd.read_csv(\"./run-squeezenet1_1_Train_val_loss_train_loss-tag-squeezenet1_1_Train_val_loss.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "54cea26c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-15T12:40:16.639026Z",
     "start_time": "2021-07-15T12:40:15.575575Z"
    }
   },
   "outputs": [],
   "source": [
    "from d2l import torch as d2l"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d720e983",
   "metadata": {
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     "end_time": "2021-07-15T12:40:17.732471Z",
     "start_time": "2021-07-15T12:40:17.723331Z"
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   },
   "outputs": [],
   "source": [
    "d2l.set_figsize((20.5, 10.5))"
   ]
  },
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   "execution_count": 9,
   "id": "e217ea79",
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      "text/plain": [
       "<Figure size 1476x756 with 1 Axes>"
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     },
     "metadata": {
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     "output_type": "display_data"
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   ],
   "source": [
    "import numpy as np\n",
    "d2l.plt.xlim(0,81)\n",
    "d2l.plt.title(label='CT-models train loss', loc='center')\n",
    "d2l.plt.xlabel(\"epoch\")\n",
    "d2l.plt.ylabel(\"loss\")\n",
    "d2l.plt.plot(alexnet[\"Step\"], alexnet['Value'], linestyle='-', linewidth=1, label='alexnet-loss', color='green')\n",
    "# d2l.plt.plot(densenet121[\"Step\"], densenet121['Value'], linestyle='-', linewidth=1, label='densenet121-acc', color='g')\n",
    "d2l.plt.plot(efficientnet[\"Step\"], efficientnet['Value'], linestyle='-', linewidth=1, label='efficientnet-b0-loss', color='blue')\n",
    "# densenet121\n",
    "d2l.plt.plot(squeezenet1_1[\"Step\"], squeezenet1_1['Value'], linestyle='-', linewidth=1, label='squeezenet_1_1-loss', color='magenta')\n",
    "d2l.plt.plot(moblienetv2[\"Step\"], moblienetv2['Value'], linestyle='-', linewidth=1, label='moblienetv2-loss', color='red')\n",
    "# d2l.plt.plot(x, y2, ls='--', lw=3, label='cos', c='g')\n",
    "d2l.plt.legend(loc='lower right')\n",
    "d2l.plt.savefig(\"./ct-models_train_loss.jpg\",dpi=200)\n",
    "d2l.plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "796d8cba",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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